diff --git a/Cargo.lock b/Cargo.lock
index a352b5d2..69e2cbf8 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -6565,7 +6565,7 @@ dependencies = [
  "postgres-protocol",
  "postgres-types",
  "pretty_assertions",
- "rand 0.8.5",
+ "rand 0.9.2",
  "rand_core 0.6.4",
  "rayon",
  "regex",
@@ -9683,7 +9683,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "97fee6b57c6a41524a810daee9286c02d7752c4253064d0b05472833a438f675"
 dependencies = [
  "cfg-if",
- "rand 0.8.5",
+ "rand 0.7.3",
  "static_assertions",
 ]
 
diff --git a/src-tauri/Cargo.lock b/src-tauri/Cargo.lock
index 7bc80cba..93ec01eb 100644
--- a/src-tauri/Cargo.lock
+++ b/src-tauri/Cargo.lock
@@ -101,6 +101,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "5a15f179cd60c4584b8a8c596927aadc462e27f2ca70c04e0071964a73ba7a75"
 dependencies = [
  "cfg-if",
+ "const-random",
  "getrandom 0.3.4",
  "once_cell",
  "version_check",
@@ -209,6 +210,169 @@ version = "0.7.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7c02d123df017efcdfbd739ef81735b36c5ba83ec3c59c80a9d7ecc718f92e50"
 
+[[package]]
+name = "arrow"
+version = "58.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d441fdda254b65f3e9025910eb2c2066b6295d9c8ed409522b8d2ace1ff8574c"
+dependencies = [
+ "arrow-arith",
+ "arrow-array",
+ "arrow-buffer",
+ "arrow-cast",
+ "arrow-data",
+ "arrow-ord",
+ "arrow-row",
+ "arrow-schema",
+ "arrow-select",
+ "arrow-string",
+]
+
+[[package]]
+name = "arrow-arith"
+version = "58.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ced5406f8b720cc0bc3aa9cf5758f93e8593cda5490677aa194e4b4b383f9a59"
+dependencies = [
+ "arrow-array",
+ "arrow-buffer",
+ "arrow-data",
+ "arrow-schema",
+ "chrono",
+ "num-traits",
+]
+
+[[package]]
+name = "arrow-array"
+version = "58.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "772bd34cacdda8baec9418d80d23d0fb4d50ef0735685bd45158b83dfeb6e62d"
+dependencies = [
+ "ahash 0.8.12",
+ "arrow-buffer",
+ "arrow-data",
+ "arrow-schema",
+ "chrono",
+ "half",
+ "hashbrown 0.16.0",
+ "num-complex",
+ "num-integer",
+ "num-traits",
+]
+
+[[package]]
+name = "arrow-buffer"
+version = "58.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "898f4cf1e9598fdb77f356fdf2134feedfd0ee8d5a4e0a5f573e7d0aec16baa4"
+dependencies = [
+ "bytes",
+ "half",
+ "num-bigint",
+ "num-traits",
+]
+
+[[package]]
+name = "arrow-cast"
+version = "58.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b0127816c96533d20fc938729f48c52d3e48f99717e7a0b5ade77d742510736d"
+dependencies = [
+ "arrow-array",
+ "arrow-buffer",
+ "arrow-data",
+ "arrow-ord",
+ "arrow-schema",
+ "arrow-select",
+ "atoi",
+ "base64 0.22.1",
+ "chrono",
+ "comfy-table",
+ "half",
+ "lexical-core",
+ "num-traits",
+ "ryu",
+]
+
+[[package]]
+name = "arrow-data"
+version = "58.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "42d10beeab2b1c3bb0b53a00f7c944a178b622173a5c7bcabc3cb45d90238df4"
+dependencies = [
+ "arrow-buffer",
+ "arrow-schema",
+ "half",
+ "num-integer",
+ "num-traits",
+]
+
+[[package]]
+name = "arrow-ord"
+version = "58.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "763a7ba279b20b52dad300e68cfc37c17efa65e68623169076855b3a9e941ca5"
+dependencies = [
+ "arrow-array",
+ "arrow-buffer",
+ "arrow-data",
+ "arrow-schema",
+ "arrow-select",
+]
+
+[[package]]
+name = "arrow-row"
+version = "58.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e14fe367802f16d7668163ff647830258e6e0aeea9a4d79aaedf273af3bdcd3e"
+dependencies = [
+ "arrow-array",
+ "arrow-buffer",
+ "arrow-data",
+ "arrow-schema",
+ "half",
+]
+
+[[package]]
+name = "arrow-schema"
+version = "58.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c30a1365d7a7dc50cc847e54154e6af49e4c4b0fddc9f607b687f29212082743"
+dependencies = [
+ "bitflags 2.10.0",
+]
+
+[[package]]
+name = "arrow-select"
+version = "58.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "78694888660a9e8ac949853db393af2a8b8fc82c19ce333132dfa2e72cc1a7fe"
+dependencies = [
+ "ahash 0.8.12",
+ "arrow-array",
+ "arrow-buffer",
+ "arrow-data",
+ "arrow-schema",
+ "num-traits",
+]
+
+[[package]]
+name = "arrow-string"
+version = "58.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "61e04a01f8bb73ce54437514c5fd3ee2aa3e8abe4c777ee5cc55853b1652f79e"
+dependencies = [
+ "arrow-array",
+ "arrow-buffer",
+ "arrow-data",
+ "arrow-schema",
+ "arrow-select",
+ "memchr",
+ "num-traits",
+ "regex",
+ "regex-syntax",
+]
+
 [[package]]
 name = "async-broadcast"
 version = "0.7.2"
@@ -376,6 +540,15 @@ dependencies = [
  "system-deps",
 ]
 
+[[package]]
+name = "atoi"
+version = "2.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f28d99ec8bfea296261ca1af174f24225171fea9664ba9003cbebee704810528"
+dependencies = [
+ "num-traits",
+]
+
 [[package]]
 name = "atomic-waker"
 version = "1.1.2"
@@ -388,6 +561,48 @@ version = "1.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c08606f8c3cbf4ce6ec8e28fb0014a2c086708fe954eaa885384a6165172e7e8"
 
+[[package]]
+name = "aws-config"
+version = "1.8.14"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8a8fc176d53d6fe85017f230405e3255cedb4a02221cb55ed6d76dccbbb099b2"
+dependencies = [
+ "aws-credential-types",
+ "aws-runtime",
+ "aws-sdk-sso",
+ "aws-sdk-ssooidc",
+ "aws-sdk-sts",
+ "aws-smithy-async",
+ "aws-smithy-http",
+ "aws-smithy-json",
+ "aws-smithy-runtime",
+ "aws-smithy-runtime-api",
+ "aws-smithy-types",
+ "aws-types",
+ "bytes",
+ "fastrand",
+ "hex",
+ "http 1.3.1",
+ "ring",
+ "time",
+ "tokio",
+ "tracing",
+ "url",
+ "zeroize",
+]
+
+[[package]]
+name = "aws-credential-types"
+version = "1.2.12"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e26bbf46abc608f2dc61fd6cb3b7b0665497cc259a21520151ed98f8b37d2c79"
+dependencies = [
+ "aws-smithy-async",
+ "aws-smithy-runtime-api",
+ "aws-smithy-types",
+ "zeroize",
+]
+
 [[package]]
 name = "aws-lc-rs"
 version = "1.16.2"
@@ -411,6 +626,355 @@ dependencies = [
  "fs_extra",
 ]
 
+[[package]]
+name = "aws-runtime"
+version = "1.7.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b0f92058d22a46adf53ec57a6a96f34447daf02bff52e8fb956c66bcd5c6ac12"
+dependencies = [
+ "aws-credential-types",
+ "aws-sigv4",
+ "aws-smithy-async",
+ "aws-smithy-http",
+ "aws-smithy-runtime",
+ "aws-smithy-runtime-api",
+ "aws-smithy-types",
+ "aws-types",
+ "bytes",
+ "bytes-utils",
+ "fastrand",
+ "http 1.3.1",
+ "http-body 1.0.1",
+ "percent-encoding",
+ "pin-project-lite",
+ "tracing",
+ "uuid",
+]
+
+[[package]]
+name = "aws-sdk-ecs"
+version = "1.112.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b939b40b40cb9a06fba190ed6976504dd64fa59686fb0b69e5510a160b503eba"
+dependencies = [
+ "aws-credential-types",
+ "aws-runtime",
+ "aws-smithy-async",
+ "aws-smithy-http",
+ "aws-smithy-json",
+ "aws-smithy-observability",
+ "aws-smithy-runtime",
+ "aws-smithy-runtime-api",
+ "aws-smithy-types",
+ "aws-types",
+ "bytes",
+ "fastrand",
+ "http 0.2.12",
+ "http 1.3.1",
+ "regex-lite",
+ "tracing",
+]
+
+[[package]]
+name = "aws-sdk-ssm"
+version = "1.104.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "977fc62e96999396cf286e1157d62f8439d3cf6edd234afaaf7bbc91e87a1426"
+dependencies = [
+ "aws-credential-types",
+ "aws-runtime",
+ "aws-smithy-async",
+ "aws-smithy-http",
+ "aws-smithy-json",
+ "aws-smithy-observability",
+ "aws-smithy-runtime",
+ "aws-smithy-runtime-api",
+ "aws-smithy-types",
+ "aws-types",
+ "bytes",
+ "fastrand",
+ "http 0.2.12",
+ "http 1.3.1",
+ "regex-lite",
+ "tracing",
+]
+
+[[package]]
+name = "aws-sdk-sso"
+version = "1.94.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "699da1961a289b23842d88fe2984c6ff68735fdf9bdcbc69ceaeb2491c9bf434"
+dependencies = [
+ "aws-credential-types",
+ "aws-runtime",
+ "aws-smithy-async",
+ "aws-smithy-http",
+ "aws-smithy-json",
+ "aws-smithy-observability",
+ "aws-smithy-runtime",
+ "aws-smithy-runtime-api",
+ "aws-smithy-types",
+ "aws-types",
+ "bytes",
+ "fastrand",
+ "http 0.2.12",
+ "http 1.3.1",
+ "regex-lite",
+ "tracing",
+]
+
+[[package]]
+name = "aws-sdk-ssooidc"
+version = "1.96.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e3e3a4cb3b124833eafea9afd1a6cc5f8ddf3efefffc6651ef76a03cbc6b4981"
+dependencies = [
+ "aws-credential-types",
+ "aws-runtime",
+ "aws-smithy-async",
+ "aws-smithy-http",
+ "aws-smithy-json",
+ "aws-smithy-observability",
+ "aws-smithy-runtime",
+ "aws-smithy-runtime-api",
+ "aws-smithy-types",
+ "aws-types",
+ "bytes",
+ "fastrand",
+ "http 0.2.12",
+ "http 1.3.1",
+ "regex-lite",
+ "tracing",
+]
+
+[[package]]
+name = "aws-sdk-sts"
+version = "1.98.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "89c4f19655ab0856375e169865c91264de965bd74c407c7f1e403184b1049409"
+dependencies = [
+ "aws-credential-types",
+ "aws-runtime",
+ "aws-smithy-async",
+ "aws-smithy-http",
+ "aws-smithy-json",
+ "aws-smithy-observability",
+ "aws-smithy-query",
+ "aws-smithy-runtime",
+ "aws-smithy-runtime-api",
+ "aws-smithy-types",
+ "aws-smithy-xml",
+ "aws-types",
+ "fastrand",
+ "http 0.2.12",
+ "http 1.3.1",
+ "regex-lite",
+ "tracing",
+]
+
+[[package]]
+name = "aws-sigv4"
+version = "1.4.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "68f6ae9b71597dc5fd115d52849d7a5556ad9265885ad3492ea8d73b93bbc46e"
+dependencies = [
+ "aws-credential-types",
+ "aws-smithy-http",
+ "aws-smithy-runtime-api",
+ "aws-smithy-types",
+ "bytes",
+ "form_urlencoded",
+ "hex",
+ "hmac",
+ "http 0.2.12",
+ "http 1.3.1",
+ "percent-encoding",
+ "sha2 0.10.9",
+ "time",
+ "tracing",
+]
+
+[[package]]
+name = "aws-smithy-async"
+version = "1.2.14"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2ffcaf626bdda484571968400c326a244598634dc75fd451325a54ad1a59acfc"
+dependencies = [
+ "futures-util",
+ "pin-project-lite",
+ "tokio",
+]
+
+[[package]]
+name = "aws-smithy-http"
+version = "0.63.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "af4a8a5fe3e4ac7ee871237c340bbce13e982d37543b65700f4419e039f5d78e"
+dependencies = [
+ "aws-smithy-runtime-api",
+ "aws-smithy-types",
+ "bytes",
+ "bytes-utils",
+ "futures-core",
+ "futures-util",
+ "http 1.3.1",
+ "http-body 1.0.1",
+ "http-body-util",
+ "percent-encoding",
+ "pin-project-lite",
+ "pin-utils",
+ "tracing",
+]
+
+[[package]]
+name = "aws-smithy-http-client"
+version = "1.1.10"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0709f0083aa19b704132684bc26d3c868e06bd428ccc4373b0b55c3e8748a58b"
+dependencies = [
+ "aws-smithy-async",
+ "aws-smithy-runtime-api",
+ "aws-smithy-types",
+ "h2 0.3.27",
+ "h2 0.4.13",
+ "http 0.2.12",
+ "http 1.3.1",
+ "http-body 0.4.6",
+ "hyper 0.14.32",
+ "hyper 1.8.1",
+ "hyper-rustls 0.24.2",
+ "hyper-rustls 0.27.7",
+ "hyper-util",
+ "pin-project-lite",
+ "rustls 0.21.12",
+ "rustls 0.23.35",
+ "rustls-native-certs 0.8.3",
+ "rustls-pki-types",
+ "tokio",
+ "tokio-rustls 0.26.4",
+ "tower",
+ "tracing",
+]
+
+[[package]]
+name = "aws-smithy-json"
+version = "0.62.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "27b3a779093e18cad88bbae08dc4261e1d95018c4c5b9356a52bcae7c0b6e9bb"
+dependencies = [
+ "aws-smithy-types",
+]
+
+[[package]]
+name = "aws-smithy-observability"
+version = "0.2.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4d3f39d5bb871aaf461d59144557f16d5927a5248a983a40654d9cf3b9ba183b"
+dependencies = [
+ "aws-smithy-runtime-api",
+]
+
+[[package]]
+name = "aws-smithy-query"
+version = "0.60.14"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "05f76a580e3d8f8961e5d48763214025a2af65c2fa4cd1fb7f270a0e107a71b0"
+dependencies = [
+ "aws-smithy-types",
+ "urlencoding",
+]
+
+[[package]]
+name = "aws-smithy-runtime"
+version = "1.10.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8fd3dfc18c1ce097cf81fced7192731e63809829c6cbf933c1ec47452d08e1aa"
+dependencies = [
+ "aws-smithy-async",
+ "aws-smithy-http",
+ "aws-smithy-http-client",
+ "aws-smithy-observability",
+ "aws-smithy-runtime-api",
+ "aws-smithy-types",
+ "bytes",
+ "fastrand",
+ "http 0.2.12",
+ "http 1.3.1",
+ "http-body 0.4.6",
+ "http-body 1.0.1",
+ "http-body-util",
+ "pin-project-lite",
+ "pin-utils",
+ "tokio",
+ "tracing",
+]
+
+[[package]]
+name = "aws-smithy-runtime-api"
+version = "1.11.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8c55e0837e9b8526f49e0b9bfa9ee18ddee70e853f5bc09c5d11ebceddcb0fec"
+dependencies = [
+ "aws-smithy-async",
+ "aws-smithy-types",
+ "bytes",
+ "http 0.2.12",
+ "http 1.3.1",
+ "pin-project-lite",
+ "tokio",
+ "tracing",
+ "zeroize",
+]
+
+[[package]]
+name = "aws-smithy-types"
+version = "1.4.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "576b0d6991c9c32bc14fc340582ef148311f924d41815f641a308b5d11e8e7cd"
+dependencies = [
+ "base64-simd",
+ "bytes",
+ "bytes-utils",
+ "futures-core",
+ "http 0.2.12",
+ "http 1.3.1",
+ "http-body 0.4.6",
+ "http-body 1.0.1",
+ "http-body-util",
+ "itoa",
+ "num-integer",
+ "pin-project-lite",
+ "pin-utils",
+ "ryu",
+ "serde",
+ "time",
+ "tokio",
+ "tokio-util",
+]
+
+[[package]]
+name = "aws-smithy-xml"
+version = "0.60.15"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0ce02add1aa3677d022f8adf81dcbe3046a95f17a1b1e8979c145cd21d3d22b3"
+dependencies = [
+ "xmlparser",
+]
+
+[[package]]
+name = "aws-types"
+version = "1.3.12"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6c50f3cdf47caa8d01f2be4a6663ea02418e892f9bbfd82c7b9a3a37eaccdd3a"
+dependencies = [
+ "aws-credential-types",
+ "aws-smithy-async",
+ "aws-smithy-runtime-api",
+ "aws-smithy-types",
+ "rustc_version",
+ "tracing",
+]
+
 [[package]]
 name = "backtrace"
 version = "0.3.76"
@@ -450,6 +1014,16 @@ version = "0.22.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "72b3254f16251a8381aa12e40e3c4d2f0199f8c6508fbecb9d91f575e0fbb8c6"
 
+[[package]]
+name = "base64-simd"
+version = "0.8.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "339abbe78e73178762e23bea9dfd08e697eb3f3301cd4be981c0f78ba5859195"
+dependencies = [
+ "outref",
+ "vsimd",
+]
+
 [[package]]
 name = "base64ct"
 version = "1.8.3"
@@ -843,6 +1417,12 @@ dependencies = [
  "toml 0.9.8",
 ]
 
+[[package]]
+name = "cast"
+version = "0.3.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "37b2a672a2cb129a2e41c10b1224bb368f9f37a2b16b612598138befd7b37eb5"
+
 [[package]]
 name = "cbc"
 version = "0.1.2"
@@ -1006,6 +1586,16 @@ dependencies = [
  "memchr",
 ]
 
+[[package]]
+name = "comfy-table"
+version = "7.2.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "958c5d6ecf1f214b4c2bbbbf6ab9523a864bd136dcf71a7e8904799acfe1ad47"
+dependencies = [
+ "unicode-segmentation",
+ "unicode-width",
+]
+
 [[package]]
 name = "concurrent-queue"
 version = "2.5.0"
@@ -1375,6 +1965,16 @@ dependencies = [
  "syn 2.0.110",
 ]
 
+[[package]]
+name = "darling"
+version = "0.13.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a01d95850c592940db9b8194bc39f4bc0e89dee5c4265e4b1807c34a9aba453c"
+dependencies = [
+ "darling_core 0.13.4",
+ "darling_macro 0.13.4",
+]
+
 [[package]]
 name = "darling"
 version = "0.20.11"
@@ -1395,6 +1995,20 @@ dependencies = [
  "darling_macro 0.21.3",
 ]
 
+[[package]]
+name = "darling_core"
+version = "0.13.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "859d65a907b6852c9361e3185c862aae7fafd2887876799fa55f5f99dc40d610"
+dependencies = [
+ "fnv",
+ "ident_case",
+ "proc-macro2",
+ "quote",
+ "strsim 0.10.0",
+ "syn 1.0.109",
+]
+
 [[package]]
 name = "darling_core"
 version = "0.20.11"
@@ -1405,7 +2019,7 @@ dependencies = [
  "ident_case",
  "proc-macro2",
  "quote",
- "strsim",
+ "strsim 0.11.1",
  "syn 2.0.110",
 ]
 
@@ -1419,10 +2033,21 @@ dependencies = [
  "ident_case",
  "proc-macro2",
  "quote",
- "strsim",
+ "strsim 0.11.1",
  "syn 2.0.110",
 ]
 
+[[package]]
+name = "darling_macro"
+version = "0.13.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9c972679f83bdf9c42bd905396b6c3588a843a17f0f16dfcfa3e2c5d57441835"
+dependencies = [
+ "darling_core 0.13.4",
+ "quote",
+ "syn 1.0.109",
+]
+
 [[package]]
 name = "darling_macro"
 version = "0.20.11"
@@ -1783,6 +2408,23 @@ dependencies = [
  "dtoa",
 ]
 
+[[package]]
+name = "duckdb"
+version = "1.10501.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f13bc6d6487032fc2825a62ef8b4924b2378a2eb3166e132e5f3141ae9dd633f"
+dependencies = [
+ "arrow",
+ "cast",
+ "fallible-iterator 0.3.0",
+ "fallible-streaming-iterator",
+ "hashlink 0.10.0",
+ "libduckdb-sys",
+ "num-integer",
+ "rust_decimal",
+ "strum",
+]
+
 [[package]]
 name = "dunce"
 version = "1.0.5"
@@ -2111,6 +2753,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "bfe33edd8e85a12a67454e37f8c75e730830d83e313556ab9ebf9ee7fbeb3bfb"
 dependencies = [
  "crc32fast",
+ "libz-rs-sys",
  "libz-sys",
  "miniz_oxide",
 ]
@@ -2776,6 +3419,25 @@ dependencies = [
  "tracing",
 ]
 
+[[package]]
+name = "h2"
+version = "0.4.13"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2f44da3a8150a6703ed5d34e164b875fd14c2cdab9af1252a9a1020bde2bdc54"
+dependencies = [
+ "atomic-waker",
+ "bytes",
+ "fnv",
+ "futures-core",
+ "futures-sink",
+ "http 1.3.1",
+ "indexmap 2.12.0",
+ "slab",
+ "tokio",
+ "tokio-util",
+ "tracing",
+]
+
 [[package]]
 name = "half"
 version = "2.7.1"
@@ -2784,6 +3446,7 @@ checksum = "6ea2d84b969582b4b1864a92dc5d27cd2b77b622a8d79306834f1be5ba20d84b"
 dependencies = [
  "cfg-if",
  "crunchy",
+ "num-traits",
  "zerocopy",
 ]
 
@@ -2831,6 +3494,15 @@ dependencies = [
  "hashbrown 0.14.5",
 ]
 
+[[package]]
+name = "hashlink"
+version = "0.10.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7382cf6263419f2d8df38c55d7da83da5c18aef87fc7a7fc1fb1e344edfe14c1"
+dependencies = [
+ "hashbrown 0.15.5",
+]
+
 [[package]]
 name = "hax-lib"
 version = "0.3.5"
@@ -3081,7 +3753,7 @@ dependencies = [
  "futures-channel",
  "futures-core",
  "futures-util",
- "h2",
+ "h2 0.3.27",
  "http 0.2.12",
  "http-body 0.4.6",
  "httparse",
@@ -3105,6 +3777,7 @@ dependencies = [
  "bytes",
  "futures-channel",
  "futures-core",
+ "h2 0.4.13",
  "http 1.3.1",
  "http-body 1.0.1",
  "httparse",
@@ -3125,6 +3798,7 @@ dependencies = [
  "futures-util",
  "http 0.2.12",
  "hyper 0.14.32",
+ "log",
  "rustls 0.21.12",
  "tokio",
  "tokio-rustls 0.24.1",
@@ -3140,6 +3814,7 @@ dependencies = [
  "hyper 1.8.1",
  "hyper-util",
  "rustls 0.23.35",
+ "rustls-native-certs 0.8.3",
  "rustls-pki-types",
  "tokio",
  "tokio-rustls 0.26.4",
@@ -3400,7 +4075,7 @@ dependencies = [
  "p384",
  "p521",
  "rand_core 0.6.4",
- "rsa",
+ "rsa 0.10.0-rc.12",
  "sec1",
  "sha1 0.10.6",
  "sha1 0.11.0-rc.5",
@@ -3618,6 +4293,63 @@ dependencies = [
  "spin",
 ]
 
+[[package]]
+name = "lexical-core"
+version = "1.0.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7d8d125a277f807e55a77304455eb7b1cb52f2b18c143b60e766c120bd64a594"
+dependencies = [
+ "lexical-parse-float",
+ "lexical-parse-integer",
+ "lexical-util",
+ "lexical-write-float",
+ "lexical-write-integer",
+]
+
+[[package]]
+name = "lexical-parse-float"
+version = "1.0.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "52a9f232fbd6f550bc0137dcb5f99ab674071ac2d690ac69704593cb4abbea56"
+dependencies = [
+ "lexical-parse-integer",
+ "lexical-util",
+]
+
+[[package]]
+name = "lexical-parse-integer"
+version = "1.0.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9a7a039f8fb9c19c996cd7b2fcce303c1b2874fe1aca544edc85c4a5f8489b34"
+dependencies = [
+ "lexical-util",
+]
+
+[[package]]
+name = "lexical-util"
+version = "1.0.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2604dd126bb14f13fb5d1bd6a66155079cb9fa655b37f875b3a742c705dbed17"
+
+[[package]]
+name = "lexical-write-float"
+version = "1.0.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "50c438c87c013188d415fbabbb1dceb44249ab81664efbd31b14ae55dabb6361"
+dependencies = [
+ "lexical-util",
+ "lexical-write-integer",
+]
+
+[[package]]
+name = "lexical-write-integer"
+version = "1.0.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "409851a618475d2d5796377cad353802345cba92c867d9fbcde9cf4eac4e14df"
+dependencies = [
+ "lexical-util",
+]
+
 [[package]]
 name = "libappindicator"
 version = "0.9.0"
@@ -3714,6 +4446,23 @@ dependencies = [
  "rand 0.9.2",
 ]
 
+[[package]]
+name = "libduckdb-sys"
+version = "1.10501.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "12096c1694924782b3fe21e790630b77bacb4fcb7ad9d7ee0fec626f985bf248"
+dependencies = [
+ "cc",
+ "flate2",
+ "pkg-config",
+ "reqwest 0.12.24",
+ "serde",
+ "serde_json",
+ "tar",
+ "vcpkg",
+ "zip 6.0.0",
+]
+
 [[package]]
 name = "libloading"
 version = "0.7.4"
@@ -3762,6 +4511,15 @@ dependencies = [
  "vcpkg",
 ]
 
+[[package]]
+name = "libz-rs-sys"
+version = "0.5.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c10501e7805cee23da17c7790e59df2870c0d4043ec6d03f67d31e2b53e77415"
+dependencies = [
+ "zlib-rs",
+]
+
 [[package]]
 name = "libz-sys"
 version = "1.1.23"
@@ -4072,7 +4830,7 @@ dependencies = [
  "sha2 0.10.9",
  "socket2 0.6.1",
  "stringprep",
- "strsim",
+ "strsim 0.11.1",
  "take_mut",
  "thiserror 2.0.17",
  "tokio",
@@ -4351,6 +5109,16 @@ dependencies = [
  "rand 0.8.5",
  "serde",
  "smallvec",
+ "zeroize",
+]
+
+[[package]]
+name = "num-complex"
+version = "0.4.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "73f88a1307638156682bada9d7604135552957b7818057dcef22705b4d509495"
+dependencies = [
+ "num-traits",
 ]
 
 [[package]]
@@ -4386,6 +5154,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "071dfc062690e90b734c0b2273ce72ad0ffa95f0c74596bc250dcfd960262841"
 dependencies = [
  "autocfg",
+ "libm",
 ]
 
 [[package]]
@@ -4775,6 +5544,15 @@ dependencies = [
  "memchr",
 ]
 
+[[package]]
+name = "odpic-sys"
+version = "0.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "920b5474a5128a9f0232df5a0ffc50aaa5b077b29b8b06ab0131985ac82793ed"
+dependencies = [
+ "cc",
+]
+
 [[package]]
 name = "once_cell"
 version = "1.21.3"
@@ -4859,6 +5637,32 @@ version = "0.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "04744f49eae99ab78e0d5c0b603ab218f515ea8cfe5a456d7629ad883a3b6e7d"
 
+[[package]]
+name = "oracle"
+version = "0.6.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3db40fe6e4df881b683691ade5ef1f7b1afd52aefa115581f7b92855524d7ec0"
+dependencies = [
+ "cc",
+ "odpic-sys",
+ "once_cell",
+ "oracle_procmacro",
+ "paste",
+ "rustversion",
+]
+
+[[package]]
+name = "oracle_procmacro"
+version = "0.1.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ad247f3421d57de56a0d0408d3249d4b1048a522be2013656d92f022c3d8af27"
+dependencies = [
+ "darling 0.13.4",
+ "proc-macro2",
+ "quote",
+ "syn 1.0.109",
+]
+
 [[package]]
 name = "ordered-multimap"
 version = "0.7.3"
@@ -4919,6 +5723,12 @@ dependencies = [
  "thiserror 2.0.17",
 ]
 
+[[package]]
+name = "outref"
+version = "0.5.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1a80800c0488c3a21695ea981a54918fbb37abf04f4d0720c453632255e2ff0e"
+
 [[package]]
 name = "p256"
 version = "0.13.2"
@@ -5310,6 +6120,17 @@ dependencies = [
  "futures-io",
 ]
 
+[[package]]
+name = "pkcs1"
+version = "0.7.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c8ffb9f10fa047879315e6625af03c164b16962a5368d724ed16323b68ace47f"
+dependencies = [
+ "der 0.7.10",
+ "pkcs8 0.10.2",
+ "spki 0.7.3",
+]
+
 [[package]]
 name = "pkcs1"
 version = "0.8.0-rc.4"
@@ -5681,12 +6502,17 @@ dependencies = [
 
 [[package]]
 name = "query-pilot"
-version = "2026.1.0-beta.12"
+version = "2026.1.0-beta.21"
 dependencies = [
  "agent-client-protocol",
  "anyhow",
  "async-trait",
- "base64 0.21.7",
+ "aws-config",
+ "aws-credential-types",
+ "aws-sdk-ecs",
+ "aws-sdk-ssm",
+ "aws-sdk-sts",
+ "base64 0.22.1",
  "bb8",
  "bb8-tiberius",
  "bigdecimal",
@@ -5698,7 +6524,9 @@ dependencies = [
  "dashmap",
  "deadpool-postgres",
  "dirs 5.0.1",
+ "duckdb",
  "fallible-iterator 0.2.0",
+ "flate2",
  "fred",
  "futures",
  "itoa",
@@ -5708,12 +6536,13 @@ dependencies = [
  "mysql_async",
  "native-tls",
  "once_cell",
+ "oracle",
  "piper",
  "postgres-native-tls",
  "postgres-protocol",
  "postgres-types",
  "pretty_assertions",
- "rand 0.8.5",
+ "rand 0.9.2",
  "rand_core 0.6.4",
  "rayon",
  "regex",
@@ -5731,6 +6560,7 @@ dependencies = [
  "serde_json",
  "shellexpand",
  "sqlparser",
+ "ssh-key",
  "ssh_config",
  "tauri",
  "tauri-build",
@@ -5744,6 +6574,7 @@ dependencies = [
  "tauri-plugin-shell",
  "tauri-plugin-updater",
  "tauri-plugin-window-state",
+ "tempfile",
  "thiserror 1.0.69",
  "tiberius",
  "time",
@@ -5751,6 +6582,7 @@ dependencies = [
  "tokio-postgres",
  "tracing",
  "tracing-subscriber",
+ "urlencoding",
  "uuid",
  "which",
  "window-vibrancy 0.5.3",
@@ -6087,6 +6919,12 @@ dependencies = [
  "regex-syntax",
 ]
 
+[[package]]
+name = "regex-lite"
+version = "0.1.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "cab834c73d247e67f4fae452806d17d3c7501756d98c8808d7c9c7aa7d18f973"
+
 [[package]]
 name = "regex-syntax"
 version = "0.8.8"
@@ -6113,7 +6951,7 @@ dependencies = [
  "encoding_rs",
  "futures-core",
  "futures-util",
- "h2",
+ "h2 0.3.27",
  "http 0.2.12",
  "http-body 0.4.6",
  "hyper 0.14.32",
@@ -6341,6 +7179,27 @@ dependencies = [
  "rmp",
 ]
 
+[[package]]
+name = "rsa"
+version = "0.9.10"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b8573f03f5883dcaebdfcf4725caa1ecb9c15b2ef50c43a07b816e06799bb12d"
+dependencies = [
+ "const-oid 0.9.6",
+ "digest 0.10.7",
+ "num-bigint-dig",
+ "num-integer",
+ "num-traits",
+ "pkcs1 0.7.5",
+ "pkcs8 0.10.2",
+ "rand_core 0.6.4",
+ "sha2 0.10.9",
+ "signature 2.2.0",
+ "spki 0.7.3",
+ "subtle",
+ "zeroize",
+]
+
 [[package]]
 name = "rsa"
 version = "0.10.0-rc.12"
@@ -6351,7 +7210,7 @@ dependencies = [
  "crypto-bigint 0.7.0-rc.18",
  "crypto-primes",
  "digest 0.11.2",
- "pkcs1",
+ "pkcs1 0.8.0-rc.4",
  "pkcs8 0.11.0-rc.11",
  "rand_core 0.10.0-rc-3",
  "sha2 0.11.0-rc.5",
@@ -6370,7 +7229,7 @@ dependencies = [
  "chrono",
  "fallible-iterator 0.3.0",
  "fallible-streaming-iterator",
- "hashlink",
+ "hashlink 0.9.1",
  "libsqlite3-sys",
  "serde_json",
  "smallvec",
@@ -6417,12 +7276,12 @@ dependencies = [
  "p521",
  "pageant",
  "pbkdf2",
- "pkcs1",
+ "pkcs1 0.8.0-rc.4",
  "pkcs5",
  "pkcs8 0.10.2",
  "rand 0.9.2",
  "rand_core 0.10.0-rc-3",
- "rsa",
+ "rsa 0.10.0-rc.12",
  "russh-cryptovec",
  "russh-util",
  "sec1",
@@ -6579,6 +7438,7 @@ version = "0.23.35"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "533f54bc6a7d4f647e46ad909549eda97bf5afc1585190ef692b4286b198bd8f"
 dependencies = [
+ "aws-lc-rs",
  "log",
  "once_cell",
  "ring",
@@ -6685,6 +7545,7 @@ version = "0.103.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "2ffdfa2f5286e2247234e03f680868ac2815974dc39e00ea15adc445d0aafe52"
 dependencies = [
+ "aws-lc-rs",
  "ring",
  "rustls-pki-types",
  "untrusted 0.9.0",
@@ -6916,6 +7777,7 @@ version = "0.34.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "5484316556650182f03b43d4c746ce0e3e48074a21e2f51244b648b6542e1066"
 dependencies = [
+ "httpdate",
  "reqwest 0.12.24",
  "rustls 0.22.4",
  "sentry-backtrace",
@@ -6923,6 +7785,7 @@ dependencies = [
  "sentry-core",
  "sentry-panic",
  "sentry-tracing",
+ "tokio",
  "ureq",
  "webpki-roots 0.26.11",
 ]
@@ -7494,6 +8357,27 @@ dependencies = [
  "sha2 0.10.9",
 ]
 
+[[package]]
+name = "ssh-key"
+version = "0.6.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3b86f5297f0f04d08cabaa0f6bff7cb6aec4d9c3b49d87990d63da9d9156a8c3"
+dependencies = [
+ "num-bigint-dig",
+ "p256",
+ "p384",
+ "p521",
+ "rand_core 0.6.4",
+ "rsa 0.9.10",
+ "sec1",
+ "sha2 0.10.9",
+ "signature 2.2.0",
+ "ssh-cipher",
+ "ssh-encoding",
+ "subtle",
+ "zeroize",
+]
+
 [[package]]
 name = "ssh_config"
 version = "0.1.0"
@@ -7548,6 +8432,12 @@ dependencies = [
  "unicode-properties",
 ]
 
+[[package]]
+name = "strsim"
+version = "0.10.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "73473c0e59e6d5812c5dfe2a064a6444949f089e20eec9a2e5506596494e4623"
+
 [[package]]
 name = "strsim"
 version = "0.11.1"
@@ -8087,7 +8977,7 @@ dependencies = [
  "tokio",
  "url",
  "windows-sys 0.60.2",
- "zip",
+ "zip 4.6.1",
 ]
 
 [[package]]
@@ -8420,9 +9310,9 @@ dependencies = [
 
 [[package]]
 name = "tokio"
-version = "1.48.0"
+version = "1.50.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ff360e02eab121e0bc37a2d3b4d4dc622e6eda3a8e5253d5435ecf5bd4c68408"
+checksum = "27ad5e34374e03cfffefc301becb44e9dc3c17584f414349ebe29ed26661822d"
 dependencies = [
  "bytes",
  "libc",
@@ -8776,7 +9666,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "97fee6b57c6a41524a810daee9286c02d7752c4253064d0b05472833a438f675"
 dependencies = [
  "cfg-if",
- "rand 0.8.5",
+ "rand 0.7.3",
  "static_assertions",
 ]
 
@@ -8906,6 +9796,12 @@ version = "1.12.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f6ccf251212114b54433ec949fd6a7841275f9ada20dddd2f29e9ceea4501493"
 
+[[package]]
+name = "unicode-width"
+version = "0.2.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b4ac048d71ede7ee76d585517add45da530660ef4390e49b098733c6e897f254"
+
 [[package]]
 name = "unicode-xid"
 version = "0.2.6"
@@ -9027,6 +9923,12 @@ version = "0.9.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "0b928f33d975fc6ad9f86c8f283853ad26bdd5b10b7f1542aa2fa15e2289105a"
 
+[[package]]
+name = "vsimd"
+version = "0.8.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5c3082ca00d5a5ef149bb8b555a72ae84c9c59f7250f013ac822ac2e49b19c64"
+
 [[package]]
 name = "vswhom"
 version = "0.1.0"
@@ -10182,6 +11084,12 @@ dependencies = [
  "rustix 1.1.2",
 ]
 
+[[package]]
+name = "xmlparser"
+version = "0.13.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "66fee0b777b0f5ac1c69bb06d361268faafa61cd4682ae064a171c16c433e9e4"
+
 [[package]]
 name = "yansi"
 version = "1.0.1"
@@ -10378,6 +11286,38 @@ dependencies = [
  "memchr",
 ]
 
+[[package]]
+name = "zip"
+version = "6.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "eb2a05c7c36fde6c09b08576c9f7fb4cda705990f73b58fe011abf7dfb24168b"
+dependencies = [
+ "arbitrary",
+ "crc32fast",
+ "flate2",
+ "indexmap 2.12.0",
+ "memchr",
+ "zopfli",
+]
+
+[[package]]
+name = "zlib-rs"
+version = "0.5.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "40990edd51aae2c2b6907af74ffb635029d5788228222c4bb811e9351c0caad3"
+
+[[package]]
+name = "zopfli"
+version = "0.8.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f05cd8797d63865425ff89b5c4a48804f35ba0ce8d125800027ad6017d2b5249"
+dependencies = [
+ "bumpalo",
+ "crc32fast",
+ "log",
+ "simd-adler32",
+]
+
 [[package]]
 name = "zstd"
 version = "0.13.3"
diff --git a/src-tauri/Cargo.toml b/src-tauri/Cargo.toml
index 252d8a5e..104fbd9a 100644
--- a/src-tauri/Cargo.toml
+++ b/src-tauri/Cargo.toml
@@ -120,7 +120,7 @@ tempfile = "3"
 
 # Security
 keyring = { version = "3.3", features = ["apple-native", "windows-native", "linux-native"] }
-rand = "0.8"
+rand = "0.9"
 zeroize = "1.7"
 chacha20poly1305 = { version = "0.10", features = ["std"] }
 rand_core = "0.6"